Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	52610
Missing cells	24815
Missing cells (%)	1.8%
Duplicate rows	4946
Duplicate rows (%)	9.4%
Total size in memory	10.5 MiB
Average record size in memory	209.0 B

Variable types

Numeric	19
Categorical	5
Boolean	2

Alerts

Dataset has 4946 (9.4%) duplicate rows	Duplicates
`headCoach` has a high cardinality: 146 distinct values	High cardinality
`gameID` is highly correlated with `shots` and 6 other fields	High correlation
`pim` is highly correlated with `timeOnIce` and 2 other fields	High correlation
`powerPlayOpportunities` is highly correlated with `evenTimeOnIce` and 1 other fields	High correlation
`shots` is highly correlated with `gameID` and 6 other fields	High correlation
`takeaways` is highly correlated with `gameID` and 6 other fields	High correlation
`hits` is highly correlated with `gameID` and 6 other fields	High correlation
`blockedShots` is highly correlated with `gameID` and 6 other fields	High correlation
`giveaways` is highly correlated with `gameID` and 6 other fields	High correlation
`missedShots` is highly correlated with `gameID` and 6 other fields	High correlation
`wonFaceoffs` is highly correlated with `gameID` and 6 other fields	High correlation
`timeOnIce` is highly correlated with `pim` and 2 other fields	High correlation
`evenTimeOnIce` is highly correlated with `pim` and 4 other fields	High correlation
`shortHandedTimeOnIce` is highly correlated with `pim` and 2 other fields	High correlation
`powerPlayTimeOnIce` is highly correlated with `powerPlayOpportunities` and 1 other fields	High correlation
`gameID` is highly correlated with `shots` and 6 other fields	High correlation
`pim` is highly correlated with `shortHandedTimeOnIce`	High correlation
`powerPlayOpportunities` is highly correlated with `evenTimeOnIce` and 1 other fields	High correlation
`shots` is highly correlated with `gameID` and 6 other fields	High correlation
`takeaways` is highly correlated with `gameID` and 6 other fields	High correlation
`hits` is highly correlated with `gameID` and 6 other fields	High correlation
`blockedShots` is highly correlated with `gameID` and 6 other fields	High correlation
`giveaways` is highly correlated with `gameID` and 6 other fields	High correlation
`missedShots` is highly correlated with `gameID` and 6 other fields	High correlation
`wonFaceoffs` is highly correlated with `gameID` and 6 other fields	High correlation
`timeOnIce` is highly correlated with `evenTimeOnIce`	High correlation
`evenTimeOnIce` is highly correlated with `powerPlayOpportunities` and 3 other fields	High correlation
`shortHandedTimeOnIce` is highly correlated with `pim` and 1 other fields	High correlation
`powerPlayTimeOnIce` is highly correlated with `powerPlayOpportunities` and 1 other fields	High correlation
`gameID` is highly correlated with `shots` and 6 other fields	High correlation
`pim` is highly correlated with `shortHandedTimeOnIce`	High correlation
`powerPlayOpportunities` is highly correlated with `evenTimeOnIce` and 1 other fields	High correlation
`shots` is highly correlated with `gameID` and 6 other fields	High correlation
`takeaways` is highly correlated with `gameID` and 6 other fields	High correlation
`hits` is highly correlated with `gameID` and 6 other fields	High correlation
`blockedShots` is highly correlated with `gameID` and 6 other fields	High correlation
`giveaways` is highly correlated with `gameID` and 6 other fields	High correlation
`missedShots` is highly correlated with `gameID` and 6 other fields	High correlation
`wonFaceoffs` is highly correlated with `gameID` and 6 other fields	High correlation
`evenTimeOnIce` is highly correlated with `powerPlayOpportunities` and 2 other fields	High correlation
`shortHandedTimeOnIce` is highly correlated with `pim` and 1 other fields	High correlation
`powerPlayTimeOnIce` is highly correlated with `powerPlayOpportunities` and 1 other fields	High correlation
`gameID` is highly correlated with `shots` and 6 other fields	High correlation
`settledIn` is highly correlated with `faceOffWinPercentage` and 2 other fields	High correlation
`powerPlayOpportunities` is highly correlated with `powerPlayGoals` and 2 other fields	High correlation
`powerPlayGoals` is highly correlated with `powerPlayOpportunities`	High correlation
`faceOffWinPercentage` is highly correlated with `settledIn`	High correlation
`startRinkSide` is highly correlated with `TeamName`	High correlation
`shots` is highly correlated with `gameID` and 6 other fields	High correlation
`takeaways` is highly correlated with `gameID` and 4 other fields	High correlation
`hits` is highly correlated with `gameID` and 6 other fields	High correlation
`blockedShots` is highly correlated with `gameID` and 5 other fields	High correlation
`giveaways` is highly correlated with `gameID` and 6 other fields	High correlation
`missedShots` is highly correlated with `gameID` and 5 other fields	High correlation
`wonFaceoffs` is highly correlated with `gameID` and 6 other fields	High correlation
`teamID` is highly correlated with `settledIn` and 2 other fields	High correlation
`timeOnIce` is highly correlated with `settledIn` and 2 other fields	High correlation
`evenTimeOnIce` is highly correlated with `powerPlayOpportunities` and 3 other fields	High correlation
`shortHandedTimeOnIce` is highly correlated with `evenTimeOnIce`	High correlation
`powerPlayTimeOnIce` is highly correlated with `powerPlayOpportunities` and 1 other fields	High correlation
`TeamName` is highly correlated with `startRinkSide` and 1 other fields	High correlation
`faceOffWinPercentage` has 22148 (42.1%) missing values	Missing
`startRinkSide` has 2392 (4.5%) missing values	Missing
`hoa` is uniformly distributed	Uniform
`powerPlayOpportunities` has 750 (1.4%) zeros	Zeros
`powerPlayGoals` has 26842 (51.0%) zeros	Zeros
`shots` has 22552 (42.9%) zeros	Zeros
`goals` has 23590 (44.8%) zeros	Zeros
`takeaways` has 26046 (49.5%) zeros	Zeros
`hits` has 22596 (43.0%) zeros	Zeros
`blockedShots` has 23030 (43.8%) zeros	Zeros
`giveaways` has 24876 (47.3%) zeros	Zeros
`missedShots` has 23543 (44.8%) zeros	Zeros
`penalties` has 11303 (21.5%) zeros	Zeros
`wonFaceoffs` has 22548 (42.9%) zeros	Zeros
`shortHandedTimeOnIce` has 751 (1.4%) zeros	Zeros
`powerPlayTimeOnIce` has 752 (1.4%) zeros	Zeros

Reproduction

Analysis started	2022-02-27 02:36:59.246011
Analysis finished	2022-02-27 02:37:52.417921
Duration	53.17 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

gameID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	23735
Distinct (%)	45.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2010765072

Minimum	2000020001
Maximum	2019040653
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	2000020001
5-th percentile	2001020086
Q1	2006020427
median	2011020764
Q3	2016030151
95-th percentile	2019020555
Maximum	2019040653
Range	19020652
Interquartile range (IQR)	10009724

Descriptive statistics

Standard deviation	6073510.283
Coefficient of variation (CV)	0.003020497206
Kurtosis	-1.21436123
Mean	2010765072
Median Absolute Deviation (MAD)	5000414
Skewness	-0.2417994037
Sum	1.057863505 × 10¹⁴
Variance	3.688752716 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2019020221	4	< 0.1%
2019020951	4	< 0.1%
2019020194	4	< 0.1%
2018020133	4	< 0.1%
2018030223	4	< 0.1%
2019020477	4	< 0.1%
2019020983	4	< 0.1%
2018020746	4	< 0.1%
2018021077	4	< 0.1%
2019020162	4	< 0.1%
Other values (23725)	52570	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2000020001	2	< 0.1%
2000020002	2	< 0.1%
2000020003	2	< 0.1%
2000020004	2	< 0.1%
2000020005	2	< 0.1%
2000020006	2	< 0.1%
2000020007	2	< 0.1%
2000020008	2	< 0.1%
2000020009	2	< 0.1%
2000020010	2	< 0.1%

Value	Count	Frequency (%)
2019040653	4	< 0.1%
2019040652	4	< 0.1%
2019040651	4	< 0.1%
2019030416	4	< 0.1%
2019030415	4	< 0.1%
2019030414	4	< 0.1%
2019030413	4	< 0.1%
2019030412	4	< 0.1%
2019030411	4	< 0.1%
2019030325	4	< 0.1%

hoa
Categorical

UNIFORM

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	822.0 KiB

home	26305
away	26305

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	away
2nd row	home
3rd row	away
4th row	home
5th row	away

Common Values

Value	Count	Frequency (%)
home	26305	50.0%
away	26305	50.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
home	26305	50.0%
away	26305	50.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

won
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	462.4 KiB

False	26947
True	25663

Common Values
Chart

Value	Count	Frequency (%)
False	26947	51.2%
True	25663	48.8%

settledIn
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	822.0 KiB

REG	40306
OT	12256
tbc	48

Length

Max length	3
Median length	3
Mean length	2.767040487
Min length	2

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	REG
2nd row	REG
3rd row	OT
4th row	OT
5th row	REG

Common Values

Value	Count	Frequency (%)
REG	40306	76.6%
OT	12256	23.3%
tbc	48	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
reg	40306	76.6%
ot	12256	23.3%
tbc	48	0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

headCoach
Categorical

HIGH CARDINALITY

Distinct	146
Distinct (%)	0.3%
Missing	28
Missing (%)	0.1%
Memory size	822.0 KiB

Barry Trotz	1804
Joel Quenneville	1599
John Tortorella	1563
Claude Julien	1500
Mike Babcock	1475
Other values (141)	44641

Length

Max length	20
Median length	12
Mean length	12.45519379
Min length	7

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	Dave Hakstol
2nd row	Joel Quenneville
3rd row	Randy Carlyle
4th row	Phil Housley
5th row	Patrick Roy

Common Values

Value	Count	Frequency (%)
Barry Trotz	1804	3.4%
Joel Quenneville	1599	3.0%
John Tortorella	1563	3.0%
Claude Julien	1500	2.9%
Mike Babcock	1475	2.8%
Peter Laviolette	1422	2.7%
Paul Maurice	1397	2.7%
Ken Hitchcock	1336	2.5%
Dave Tippett	1283	2.4%
Lindy Ruff	1273	2.4%
Other values (136)	37930	72.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mike	3421	3.3%
john	2800	2.7%
peter	2688	2.6%
dave	2196	2.1%
todd	1834	1.7%
barry	1820	1.7%
trotz	1804	1.7%
bruce	1804	1.7%
claude	1701	1.6%
paul	1653	1.6%
Other values (212)	83452	79.3%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

pim
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	110
Distinct (%)	0.2%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.918254629

Minimum	0
Maximum	71
Zeros	436
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.67
Q1	2
median	3.33
Q3	5
95-th percentile	9.33
Maximum	71
Range	71
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.009885919
Coefficient of variation (CV)	0.7681700666
Kurtosis	31.88900286
Mean	3.918254629
Median Absolute Deviation (MAD)	1.33
Skewness	3.537117641
Sum	206108.03
Variance	9.059413248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	7412	14.1%
2.67	6975	13.3%
1.33	5615	10.7%
3.33	5228	9.9%
4	3401	6.5%
0.67	2477	4.7%
4.67	2235	4.2%
4.33	1933	3.7%
3.67	1786	3.4%
5	1687	3.2%
Other values (100)	13853	26.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	436	0.8%
0.67	2477	4.7%
1.33	5615	10.7%
1.67	67	0.1%
2	7412	14.1%
2.33	547	1.0%
2.67	6975	13.3%
3	1201	2.3%
3.33	5228	9.9%
3.67	1786	3.4%

Value	Count	Frequency (%)
71	1	< 0.1%
68.67	1	< 0.1%
67.33	1	< 0.1%
61	1	< 0.1%
54.33	1	< 0.1%
45.33	1	< 0.1%
43	2	< 0.1%
42.67	1	< 0.1%
41.67	1	< 0.1%
38.67	1	< 0.1%

powerPlayOpportunities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.231235124

Minimum	0
Maximum	5.33
Zeros	750
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.33
Q1	0.67
median	1
Q3	1.67
95-th percentile	2.33
Maximum	5.33
Range	5.33
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.623485455
Coefficient of variation (CV)	0.506390244
Kurtosis	0.918459439
Mean	1.231235124
Median Absolute Deviation (MAD)	0.33
Skewness	0.7311674479
Sum	64765.43
Variance	0.3887341125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	11932	22.7%
1.33	10518	20.0%
0.67	9577	18.2%
1.67	7240	13.8%
0.33	4341	8.3%
2	4233	8.0%
2.33	2148	4.1%
2.67	1045	2.0%
0	750	1.4%
3	479	0.9%
Other values (7)	339	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	750	1.4%
0.33	4341	8.3%
0.67	9577	18.2%
1	11932	22.7%
1.33	10518	20.0%
1.67	7240	13.8%
2	4233	8.0%
2.33	2148	4.1%
2.67	1045	2.0%
3	479	0.9%

Value	Count	Frequency (%)
5.33	1	< 0.1%
5	2	< 0.1%
4.67	4	< 0.1%
4.33	18	< 0.1%
4	29	0.1%
3.67	87	0.2%
3.33	198	0.4%
3	479	0.9%
2.67	1045	2.0%
2.33	2148	4.1%

powerPlayGoals
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.2217744572

Minimum	0
Maximum	2.33
Zeros	26842
Zeros (%)	51.0%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.33
95-th percentile	0.67
Maximum	2.33
Range	2.33
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	0.2711537821
Coefficient of variation (CV)	1.2226556
Kurtosis	1.692366185
Mean	0.2217744572
Median Absolute Deviation (MAD)	0
Skewness	1.249086739
Sum	11665.78
Variance	0.07352437353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	26842	51.0%
0.33	18223	34.6%
0.67	6017	11.4%
1	1271	2.4%
1.33	201	0.4%
1.67	42	0.1%
2	5	< 0.1%
2.33	1	< 0.1%
(Missing)	8	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26842	51.0%
0.33	18223	34.6%
0.67	6017	11.4%
1	1271	2.4%
1.33	201	0.4%
1.67	42	0.1%
2	5	< 0.1%
2.33	1	< 0.1%

Value	Count	Frequency (%)
2.33	1	< 0.1%
2	5	< 0.1%
1.67	42	0.1%
1.33	201	0.4%
1	1271	2.4%
0.67	6017	11.4%
0.33	18223	34.6%
0	26842	51.0%

faceOffWinPercentage
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	428
Distinct (%)	1.4%
Missing	22148
Missing (%)	42.1%
Infinite	0
Infinite (%)	0.0%
Mean	49.96717878

Minimum	0
Maximum	79.2
Zeros	20
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	38.1
Q1	45.2
median	50
Q3	54.8
95-th percentile	61.9
Maximum	79.2
Range	79.2
Interquartile range (IQR)	9.6

Descriptive statistics

Standard deviation	7.326322161
Coefficient of variation (CV)	0.1466226899
Kurtosis	1.250620745
Mean	49.96717878
Median Absolute Deviation (MAD)	4.8
Skewness	-0.1952740642
Sum	1522100.2
Variance	53.6749964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	1512	2.9%
50.8	489	0.9%
49.2	489	0.9%
50.9	381	0.7%
49.1	381	0.7%
52.5	305	0.6%
47.5	305	0.6%
42.9	261	0.5%
51.9	261	0.5%
57.1	261	0.5%
Other values (418)	25817	49.1%
(Missing)	22148	42.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20	< 0.1%
20.8	1	< 0.1%
21.8	1	< 0.1%
23.1	1	< 0.1%
23.6	1	< 0.1%
23.8	2	< 0.1%
24.1	2	< 0.1%
24.4	1	< 0.1%
25	1	< 0.1%
25.9	5	< 0.1%

Value	Count	Frequency (%)
79.2	1	< 0.1%
78.2	1	< 0.1%
76.9	1	< 0.1%
76.4	1	< 0.1%
76.2	2	< 0.1%
75.9	2	< 0.1%
75.6	1	< 0.1%
75	1	< 0.1%
74.1	5	< 0.1%
73.8	1	< 0.1%

startRinkSide
Categorical

HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	2392
Missing (%)	4.5%
Memory size	822.0 KiB

left	26852
right	23366

Length

Max length	5
Median length	4
Mean length	4.46529133
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	left
2nd row	left
3rd row	right
4th row	right
5th row	left

Common Values

Value	Count	Frequency (%)
left	26852	51.0%
right	23366	44.4%
(Missing)	2392	4.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
left	26852	53.5%
right	23366	46.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

shots
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	37
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.018627637

Minimum	0
Maximum	54
Zeros	22552
Zeros (%)	42.9%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	12
95-th percentile	22
Maximum	54
Range	54
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.910036733
Coefficient of variation (CV)	1.127006182
Kurtosis	0.8286690795
Mean	7.018627637
Median Absolute Deviation (MAD)	6
Skewness	1.095537627
Sum	369250
Variance	62.56868112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	22552	42.9%
8	2796	5.3%
10	2692	5.1%
12	2269	4.3%
9	2259	4.3%
7	2195	4.2%
6	1986	3.8%
14	1748	3.3%
11	1744	3.3%
16	1566	3.0%
Other values (27)	10803	20.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	22552	42.9%
1	39	0.1%
2	214	0.4%
3	496	0.9%
4	937	1.8%
5	1434	2.7%
6	1986	3.8%
7	2195	4.2%
8	2796	5.3%
9	2259	4.3%

Value	Count	Frequency (%)
54	2	< 0.1%
44	4	< 0.1%
42	24	< 0.1%
40	22	< 0.1%
38	28	0.1%
36	70	0.1%
34	114	0.2%
32	200	0.4%
30	332	0.6%
28	434	0.8%

goals
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.971963505

Minimum	0
Maximum	12
Zeros	23590
Zeros (%)	44.8%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	12
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.198563123
Coefficient of variation (CV)	1.233135932
Kurtosis	5.301774179
Mean	0.971963505
Median Absolute Deviation (MAD)	1
Skewness	1.823394651
Sum	51135
Variance	1.436553559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	23590	44.8%
1	15066	28.6%
2	9812	18.7%
4	1957	3.7%
3	1569	3.0%
6	458	0.9%
8	86	0.2%
5	50	0.1%
10	20	< 0.1%
12	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23590	44.8%
1	15066	28.6%
2	9812	18.7%
3	1569	3.0%
4	1957	3.7%
5	50	0.1%
6	458	0.9%
8	86	0.2%
10	20	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
12	2	< 0.1%
10	20	< 0.1%
8	86	0.2%
6	458	0.9%
5	50	0.1%
4	1957	3.7%
3	1569	3.0%
2	9812	18.7%
1	15066	28.6%
0	23590	44.8%

takeaways
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.899106634

Minimum	0
Maximum	26
Zeros	26046
Zeros (%)	49.5%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	8
Maximum	26
Range	26
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.740544972
Coefficient of variation (CV)	1.443070612
Kurtosis	5.650357601
Mean	1.899106634
Median Absolute Deviation (MAD)	1
Skewness	2.057171326
Sum	99912
Variance	7.510586744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	26046	49.5%
2	6763	12.9%
1	4623	8.8%
4	4557	8.7%
3	3665	7.0%
6	2456	4.7%
8	1505	2.9%
5	1218	2.3%
10	751	1.4%
12	355	0.7%
Other values (10)	671	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26046	49.5%
1	4623	8.8%
2	6763	12.9%
3	3665	7.0%
4	4557	8.7%
5	1218	2.3%
6	2456	4.7%
7	239	0.5%
8	1505	2.9%
9	58	0.1%

Value	Count	Frequency (%)
26	4	< 0.1%
24	2	< 0.1%
22	10	< 0.1%
20	20	< 0.1%
18	24	< 0.1%
16	74	0.1%
14	227	0.4%
12	355	0.7%
11	13	< 0.1%
10	751	1.4%

hits
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	45
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.911784832

Minimum	0
Maximum	60
Zeros	22596
Zeros (%)	43.0%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	12
95-th percentile	22
Maximum	60
Range	60
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.006231764
Coefficient of variation (CV)	1.158345053
Kurtosis	1.88808388
Mean	6.911784832
Median Absolute Deviation (MAD)	5
Skewness	1.286426604
Sum	363629
Variance	64.09974707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	22596	43.0%
10	2717	5.2%
8	2474	4.7%
12	2254	4.3%
6	2204	4.2%
7	2083	4.0%
9	1930	3.7%
14	1819	3.5%
11	1618	3.1%
16	1441	2.7%
Other values (35)	11474	21.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	22596	43.0%
1	113	0.2%
2	374	0.7%
3	643	1.2%
4	1247	2.4%
5	1415	2.7%
6	2204	4.2%
7	2083	4.0%
8	2474	4.7%
9	1930	3.7%

Value	Count	Frequency (%)
60	2	< 0.1%
54	2	< 0.1%
52	6	< 0.1%
50	18	< 0.1%
48	14	< 0.1%
46	22	< 0.1%
44	18	< 0.1%
42	26	< 0.1%
40	64	0.1%
38	66	0.1%

blockedShots
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.658810112

Minimum	0
Maximum	34
Zeros	23030
Zeros (%)	43.8%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	12
Maximum	34
Range	34
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.461539261
Coefficient of variation (CV)	1.219396231
Kurtosis	2.161390782
Mean	3.658810112
Median Absolute Deviation (MAD)	2
Skewness	1.416307721
Sum	192490
Variance	19.90533258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	23030	43.8%
4	4325	8.2%
6	4039	7.7%
3	3014	5.7%
5	3005	5.7%
8	2945	5.6%
2	2716	5.2%
10	1957	3.7%
7	1819	3.5%
12	1413	2.7%
Other values (16)	4347	8.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23030	43.8%
1	1077	2.0%
2	2716	5.2%
3	3014	5.7%
4	4325	8.2%
5	3005	5.7%
6	4039	7.7%
7	1819	3.5%
8	2945	5.6%
9	713	1.4%

Value	Count	Frequency (%)
34	2	< 0.1%
28	14	< 0.1%
26	36	0.1%
24	44	0.1%
22	108	0.2%
21	1	< 0.1%
20	206	0.4%
18	336	0.6%
17	3	< 0.1%
16	678	1.3%

giveaways
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.593898498

Minimum	0
Maximum	30
Zeros	24876
Zeros (%)	47.3%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	10
Maximum	30
Range	30
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.661681059
Coefficient of variation (CV)	1.411651636
Kurtosis	4.480020117
Mean	2.593898498
Median Absolute Deviation (MAD)	1
Skewness	1.929465477
Sum	136465
Variance	13.40790818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	24876	47.3%
2	5085	9.7%
4	4447	8.5%
3	3546	6.7%
1	3374	6.4%
6	3019	5.7%
8	2000	3.8%
5	1900	3.6%
10	1335	2.5%
12	855	1.6%
Other values (15)	2173	4.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24876	47.3%
1	3374	6.4%
2	5085	9.7%
3	3546	6.7%
4	4447	8.5%
5	1900	3.6%
6	3019	5.7%
7	686	1.3%
8	2000	3.8%
9	180	0.3%

Value	Count	Frequency (%)
30	2	< 0.1%
28	6	< 0.1%
26	6	< 0.1%
24	16	< 0.1%
22	62	0.1%
20	106	0.2%
18	146	0.3%
17	1	< 0.1%
16	314	0.6%
15	3	< 0.1%

missedShots
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.899809922

Minimum	0
Maximum	34
Zeros	23543
Zeros (%)	44.8%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	10
Maximum	34
Range	34
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.674667594
Coefficient of variation (CV)	1.267209815
Kurtosis	3.125157343
Mean	2.899809922
Median Absolute Deviation (MAD)	2
Skewness	1.588646533
Sum	152559
Variance	13.50318193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	23543	44.8%
4	5112	9.7%
2	4416	8.4%
3	3866	7.3%
6	3690	7.0%
5	2700	5.1%
8	2413	4.6%
1	1913	3.6%
10	1545	2.9%
7	1029	2.0%
Other values (15)	2383	4.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23543	44.8%
1	1913	3.6%
2	4416	8.4%
3	3866	7.3%
4	5112	9.7%
5	2700	5.1%
6	3690	7.0%
7	1029	2.0%
8	2413	4.6%
9	260	0.5%

Value	Count	Frequency (%)
34	2	< 0.1%
32	2	< 0.1%
30	2	< 0.1%
26	4	< 0.1%
24	10	< 0.1%
22	44	0.1%
20	66	0.1%
18	152	0.3%
16	292	0.6%
15	2	< 0.1%

penalties
Real number (ℝ_≥0)

ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.742197301

Minimum	0
Maximum	16
Zeros	11303
Zeros (%)	21.5%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	2
95-th percentile	4
Maximum	16
Range	16
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.49272232
Coefficient of variation (CV)	0.8568044039
Kurtosis	3.217920507
Mean	1.742197301
Median Absolute Deviation (MAD)	1
Skewness	1.268606293
Sum	91657
Variance	2.228219924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
2	15247	29.0%
1	13976	26.6%
0	11303	21.5%
3	5494	10.4%
4	4441	8.4%
6	934	1.8%
5	817	1.6%
8	204	0.4%
7	119	0.2%
10	32	0.1%
Other values (7)	43	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11303	21.5%
1	13976	26.6%
2	15247	29.0%
3	5494	10.4%
4	4441	8.4%
5	817	1.6%
6	934	1.8%
7	119	0.2%
8	204	0.4%
9	24	< 0.1%

Value	Count	Frequency (%)
16	3	< 0.1%
15	1	< 0.1%
14	4	< 0.1%
13	1	< 0.1%
12	9	< 0.1%
11	1	< 0.1%
10	32	0.1%
9	24	< 0.1%
8	204	0.4%
7	119	0.2%

wonFaceoffs
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	33
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.335069378

Minimum	0
Maximum	42
Zeros	22548
Zeros (%)	42.9%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7
Q3	12
95-th percentile	22
Maximum	42
Range	42
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.853894246
Coefficient of variation (CV)	1.070732101
Kurtosis	0.1055568001
Mean	7.335069378
Median Absolute Deviation (MAD)	7
Skewness	0.8606341418
Sum	385898
Variance	61.68365483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	22548	42.9%
10	3010	5.7%
8	2619	5.0%
9	2618	5.0%
12	2431	4.6%
11	2211	4.2%
14	1971	3.7%
7	1952	3.7%
16	1657	3.1%
18	1524	2.9%
Other values (23)	10069	19.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	22548	42.9%
1	6	< 0.1%
2	54	0.1%
3	165	0.3%
4	442	0.8%
5	892	1.7%
6	1500	2.9%
7	1952	3.7%
8	2619	5.0%
9	2618	5.0%

Value	Count	Frequency (%)
42	4	< 0.1%
40	10	< 0.1%
38	18	< 0.1%
36	38	0.1%
34	92	0.2%
32	122	0.2%
30	242	0.5%
28	360	0.7%
26	662	1.3%
24	896	1.7%

teamID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	37
Distinct (%)	0.1%
Missing	28
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	16.87486212

Minimum	1
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	24
95-th percentile	30
Maximum	90
Range	89
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.18810042
Coefficient of variation (CV)	0.6630039608
Kurtosis	2.360431562
Mean	16.87486212
Median Absolute Deviation (MAD)	8
Skewness	1.129943485
Sum	887314
Variance	125.1735911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
6	1822	3.5%
14	1804	3.4%
19	1794	3.4%
28	1785	3.4%
15	1785	3.4%
5	1784	3.4%
16	1770	3.4%
3	1767	3.4%
25	1761	3.3%
18	1759	3.3%
Other values (27)	34751	66.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1691	3.2%
2	1743	3.3%
3	1767	3.4%
4	1735	3.3%
5	1784	3.4%
6	1822	3.5%
7	1669	3.2%
8	1732	3.3%
9	1708	3.2%
10	1708	3.2%

Value	Count	Frequency (%)
90	4	< 0.1%
89	4	< 0.1%
88	6	< 0.1%
87	6	< 0.1%
54	462	0.9%
53	650	1.2%
52	886	1.7%
30	1714	3.3%
29	1721	3.3%
28	1785	3.4%

timeOnIce
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3088
Distinct (%)	5.9%
Missing	28
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	329.5376174

Minimum	133.33
Maximum	827.26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	133.33
5-th percentile	317.76
Q1	323.91
median	327.31
Q3	331.48
95-th percentile	347.98
Maximum	827.26
Range	693.93
Interquartile range (IQR)	7.57

Descriptive statistics

Standard deviation	14.2605451
Coefficient of variation (CV)	0.04327440738
Kurtosis	232.6310164
Mean	329.5376174
Median Absolute Deviation (MAD)	3.81
Skewness	8.848607811
Sum	17327747
Variance	203.3631467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
326.67	1544	2.9%
328.89	1473	2.8%
324.44	1131	2.1%
331.11	786	1.5%
322.22	609	1.2%
320	276	0.5%
333.33	178	0.3%
351.11	171	0.3%
348.89	167	0.3%
346.67	143	0.3%
Other values (3078)	46104	87.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
133.33	14	< 0.1%
133.96	2	< 0.1%
134.44	2	< 0.1%
134.85	2	< 0.1%
205.31	1	< 0.1%
221.61	1	< 0.1%
223.39	1	< 0.1%
282.46	1	< 0.1%
283.13	1	< 0.1%
287.57	1	< 0.1%

Value	Count	Frequency (%)
827.26	2	< 0.1%
826.96	2	< 0.1%
695.22	1	< 0.1%
692.44	1	< 0.1%
658.52	1	< 0.1%
653.7	1	< 0.1%
653.37	1	< 0.1%
648.7	1	< 0.1%
644.3	1	< 0.1%
637.48	1	< 0.1%

evenTimeOnIce
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7637
Distinct (%)	14.5%
Missing	28
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	269.2122025

Minimum	133.33
Maximum	762.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	133.33
5-th percentile	218.131
Q1	250.76
median	270.96
Q3	288.94
95-th percentile	311.85
Maximum	762.87
Range	629.54
Interquartile range (IQR)	38.18

Descriptive statistics

Standard deviation	30.44647855
Coefficient of variation (CV)	0.1130947196
Kurtosis	9.030957688
Mean	269.2122025
Median Absolute Deviation (MAD)	18.89
Skewness	0.4791046392
Sum	14155716.03
Variance	926.9880561
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300	371	0.7%
288.89	343	0.7%
277.78	268	0.5%
311.11	239	0.5%
266.67	215	0.4%
255.56	105	0.2%
286.67	103	0.2%
322.22	99	0.2%
297.78	81	0.2%
275.56	73	0.1%
Other values (7627)	50685	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
133.33	14	< 0.1%
133.96	2	< 0.1%
134.44	2	< 0.1%
134.85	2	< 0.1%
137.07	1	< 0.1%
139.91	1	< 0.1%
140.74	1	< 0.1%
141.02	1	< 0.1%
143.35	1	< 0.1%
143.44	1	< 0.1%

Value	Count	Frequency (%)
762.87	4	< 0.1%
574.44	1	< 0.1%
573.93	1	< 0.1%
572.93	1	< 0.1%
572.87	1	< 0.1%
567.33	1	< 0.1%
567.26	1	< 0.1%
563.76	1	< 0.1%
563.63	1	< 0.1%
556.3	1	< 0.1%

shortHandedTimeOnIce
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	3665
Distinct (%)	7.0%
Missing	28
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	26.7042623

Minimum	0
Maximum	115.48
Zeros	751
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	8.8
Q1	17.78
median	26.3
Q3	35.56
95-th percentile	51.26
Maximum	115.48
Range	115.48
Interquartile range (IQR)	17.78

Descriptive statistics

Standard deviation	13.65571125
Coefficient of variation (CV)	0.5113682265
Kurtosis	0.530267905
Mean	26.7042623
Median Absolute Deviation (MAD)	8.67
Skewness	0.6008795609
Sum	1404163.52
Variance	186.4784497
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.78	4128	7.8%
26.67	2931	5.6%
8.89	2871	5.5%
35.56	1444	2.7%
0	751	1.4%
44.44	440	0.8%
26.69	140	0.3%
24.44	113	0.2%
26.59	99	0.2%
53.33	97	0.2%
Other values (3655)	39568	75.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	751	1.4%
0.07	4	< 0.1%
0.11	1	< 0.1%
0.15	1	< 0.1%
0.22	6	< 0.1%
0.3	7	< 0.1%
0.37	10	< 0.1%
0.39	2	< 0.1%
0.44	12	< 0.1%
0.52	14	< 0.1%

Value	Count	Frequency (%)
115.48	1	< 0.1%
112.22	1	< 0.1%
107.17	1	< 0.1%
98.04	1	< 0.1%
97.15	1	< 0.1%
97.09	1	< 0.1%
96	1	< 0.1%
95.91	1	< 0.1%
95.74	1	< 0.1%
94.28	1	< 0.1%

powerPlayTimeOnIce
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	4161
Distinct (%)	7.9%
Missing	28
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	33.62115039

Minimum	0
Maximum	146.3
Zeros	752
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	822.0 KiB

Quantile statistics

Minimum	0
5-th percentile	11.11
Q1	22.22
median	33.17
Q3	44.44
95-th percentile	64.81
Maximum	146.3
Range	146.3
Interquartile range (IQR)	22.22

Descriptive statistics

Standard deviation	17.22695003
Coefficient of variation (CV)	0.5123843126
Kurtosis	0.5208653759
Mean	33.62115039
Median Absolute Deviation (MAD)	10.95
Skewness	0.6044131143
Sum	1767867.33
Variance	296.7678075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.22	4265	8.1%
33.33	3137	6.0%
11.11	2939	5.6%
44.44	1571	3.0%
0	752	1.4%
55.56	502	1.0%
31.11	124	0.2%
66.67	116	0.2%
33.24	107	0.2%
38.89	93	0.2%
Other values (4151)	38976	74.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	752	1.4%
0.09	4	< 0.1%
0.19	2	< 0.1%
0.28	6	< 0.1%
0.37	7	< 0.1%
0.46	9	< 0.1%
0.52	2	< 0.1%
0.56	13	< 0.1%
0.65	14	< 0.1%
0.74	12	< 0.1%

Value	Count	Frequency (%)
146.3	1	< 0.1%
130.98	1	< 0.1%
124.26	1	< 0.1%
122.94	1	< 0.1%
120.74	1	< 0.1%
119.81	1	< 0.1%
119.07	1	< 0.1%
118.04	1	< 0.1%
117.67	1	< 0.1%
116.22	1	< 0.1%

goalieReplacement
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	35
Missing (%)	0.1%
Memory size	513.8 KiB

False	48498
True	4077
(Missing)	35

Common Values
Chart

Value	Count	Frequency (%)
False	48498	92.2%
True	4077	7.7%
(Missing)	35	0.1%

TeamName
Categorical

HIGH CORRELATION

Distinct	33
Distinct (%)	0.1%
Missing	48
Missing (%)	0.1%
Memory size	822.0 KiB

Bruins	1822
Lightning	1804
St Louis Blues	1794
Sharks	1785
Washington Capitals	1785
Other values (28)	43572

Length

Max length	21
Median length	15
Mean length	14.00536509
Min length	5

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Flyers
2nd row	Chicago Blackhawks
3rd row	Anaheim Ducks
4th row	Buffalo Sabres
5th row	Colorado Avalanche

Common Values

Value	Count	Frequency (%)
Bruins	1822	3.5%
Lightning	1804	3.4%
St Louis Blues	1794	3.4%
Sharks	1785	3.4%
Washington Capitals	1785	3.4%
Pittsburgh Penguins	1784	3.4%
Chicago Blackhawks	1770	3.4%
NY Rangers	1767	3.4%
Dallas Stars	1761	3.3%
Nashville Predators	1759	3.3%
Other values (23)	34731	66.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ny	3510	3.5%
bruins	1822	1.8%
lightning	1804	1.8%
louis	1794	1.8%
blues	1794	1.8%
st	1794	1.8%
sharks	1785	1.8%
washington	1785	1.8%
capitals	1785	1.8%
pittsburgh	1784	1.8%
Other values (52)	81823	80.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	gameID	hoa	won	settledIn	headCoach	pim	powerPlayOpportunities	powerPlayGoals	faceOffWinPercentage	startRinkSide	shots	goals	takeaways	hits	blockedShots	giveaways	missedShots	penalties	wonFaceoffs	teamID	timeOnIce	evenTimeOnIce	shortHandedTimeOnIce	powerPlayTimeOnIce	goalieReplacement	TeamName
0	2016020045	away	False	REG	Dave Hakstol	2.00	1.33	0.67	50.9	left	8.0	0.0	1.0	14.0	3.0	6.0	4.0	1.0	10.0	4.0	330.28	280.46	18.52	31.30	Yes	Flyers
1	2016020045	home	True	REG	Joel Quenneville	2.67	1.00	0.67	49.1	left	8.0	3.0	3.0	5.0	3.0	7.0	0.0	1.0	12.0	16.0	327.11	278.93	25.04	23.15	No	Chicago Blackhawks
2	2017020812	away	True	OT	Randy Carlyle	2.00	1.00	0.33	43.8	right	11.0	0.0	0.0	4.0	6.0	2.0	6.0	1.0	11.0	24.0	334.07	293.20	9.48	31.39	No	Anaheim Ducks
3	2017020812	home	False	OT	Phil Housley	2.67	0.67	0.33	56.2	right	12.0	1.0	2.0	4.0	8.0	0.0	3.0	3.0	9.0	7.0	333.07	296.11	25.11	11.85	No	Buffalo Sabres
4	2015020314	away	True	REG	Patrick Roy	3.00	1.00	0.33	45.7	left	9.0	0.0	3.0	4.0	7.0	7.0	3.0	2.0	7.0	21.0	328.89	281.57	17.78	29.54	No	Colorado Avalanche
5	2015020314	home	False	REG	Paul Maurice	3.67	0.67	0.00	54.3	left	8.0	1.0	2.0	5.0	1.0	5.0	8.0	1.0	11.0	52.0	328.91	283.06	23.63	22.22	No	Winnipeg Jets
6	2015020849	away	False	REG	Paul Maurice	3.33	1.33	0.00	31.4	left	4.0	0.0	5.0	12.0	3.0	2.0	3.0	1.0	5.0	52.0	324.78	254.35	35.70	34.72	No	Winnipeg Jets
7	2015020849	home	True	REG	Bill Peters	2.67	1.67	0.67	68.6	left	8.0	1.0	5.0	5.0	4.0	2.0	3.0	3.0	12.0	12.0	324.48	252.07	27.78	44.63	No	Carolina Hurricanes
8	2017020586	away	False	REG	Glen Gulutzan	6.33	1.00	0.00	54.7	right	5.0	0.0	2.0	9.0	3.0	4.0	2.0	5.0	7.0	20.0	324.72	261.76	38.15	24.81	No	Calgary Flames
9	2017020586	home	True	REG	Randy Carlyle	4.33	2.00	0.33	45.3	right	19.0	1.0	4.0	6.0	3.0	5.0	6.0	3.0	11.0	24.0	326.54	259.31	19.85	47.37	No	Anaheim Ducks

Last rows

	gameID	hoa	won	settledIn	headCoach	pim	powerPlayOpportunities	powerPlayGoals	faceOffWinPercentage	startRinkSide	shots	goals	takeaways	hits	blockedShots	giveaways	missedShots	penalties	wonFaceoffs	teamID	timeOnIce	evenTimeOnIce	shortHandedTimeOnIce	powerPlayTimeOnIce	goalieReplacement	TeamName
52600	2018030415	away	True	REG	Craig Berube	2.00	0.33	0.00	59.4	right	16.0	0.0	2.0	36.0	16.0	6.0	0.0	2.0	24.0	19.0	326.67	288.89	26.67	11.11	No	St Louis Blues
52601	2018030415	home	False	REG	Bruce Cassidy	0.67	1.00	0.00	40.6	right	34.0	0.0	10.0	46.0	12.0	0.0	4.0	2.0	8.0	6.0	332.56	290.33	8.89	33.33	No	Bruins
52602	2018030416	away	True	REG	Bruce Cassidy	3.33	1.33	0.33	41.3	right	22.0	2.0	2.0	20.0	16.0	2.0	2.0	4.0	14.0	6.0	324.04	270.00	35.56	18.48	No	Bruins
52603	2018030416	home	False	REG	Craig Berube	6.67	1.33	0.00	58.7	right	18.0	0.0	12.0	18.0	8.0	8.0	10.0	4.0	20.0	19.0	330.94	272.09	14.41	44.44	No	St Louis Blues
52604	2018030416	away	True	REG	Bruce Cassidy	3.33	1.33	0.33	41.3	right	22.0	2.0	2.0	20.0	16.0	2.0	2.0	4.0	14.0	6.0	324.04	270.00	35.56	18.48	No	Bruins
52605	2018030416	home	False	REG	Craig Berube	6.67	1.33	0.00	58.7	right	18.0	0.0	12.0	18.0	8.0	8.0	10.0	4.0	20.0	19.0	330.94	272.09	14.41	44.44	No	St Louis Blues
52606	2018030417	away	True	REG	Craig Berube	0.67	0.00	0.00	49.0	right	4.0	4.0	4.0	28.0	18.0	0.0	4.0	2.0	14.0	19.0	331.11	322.22	8.89	0.00	No	St Louis Blues
52607	2018030417	home	False	REG	Bruce Cassidy	0.00	0.33	0.00	51.0	right	24.0	0.0	10.0	22.0	4.0	10.0	2.0	0.0	22.0	6.0	337.15	326.04	0.00	11.11	No	Bruins
52608	2018030417	away	True	REG	Craig Berube	0.67	0.00	0.00	49.0	right	4.0	4.0	4.0	28.0	18.0	0.0	4.0	2.0	14.0	19.0	331.11	322.22	8.89	0.00	No	St Louis Blues
52609	2018030417	home	False	REG	Bruce Cassidy	0.00	0.33	0.00	51.0	right	24.0	0.0	10.0	22.0	4.0	10.0	2.0	0.0	22.0	6.0	337.15	326.04	0.00	11.11	No	Bruins

Most frequently occurring

	gameID	hoa	won	settledIn	headCoach	pim	powerPlayOpportunities	powerPlayGoals	faceOffWinPercentage	startRinkSide	shots	goals	takeaways	hits	blockedShots	giveaways	missedShots	penalties	wonFaceoffs	teamID	timeOnIce	evenTimeOnIce	shortHandedTimeOnIce	powerPlayTimeOnIce	goalieReplacement	TeamName	# duplicates
0	2018020001	away	False	OT	Claude Julien	2.00	1.33	0.33	41.3	left	16.0	2.0	4.0	28.0	8.0	2.0	6.0	2.0	10.0	8.0	330.15	272.33	22.07	35.74	No	Montreal Canadiens	2
1	2018020001	home	True	OT	Mike Babcock	2.67	1.00	0.33	58.7	left	16.0	2.0	2.0	14.0	12.0	14.0	14.0	0.0	22.0	10.0	328.52	272.33	28.59	27.59	No	Toronto Maple Leafs	2
2	2018020002	away	False	REG	Bruce Cassidy	10.67	0.67	0.00	68.3	left	18.0	0.0	2.0	30.0	8.0	2.0	14.0	2.0	36.0	6.0	324.59	269.07	33.30	22.22	Yes	Bruins	2
3	2018020002	home	True	REG	Todd Reirden	4.67	2.00	1.33	31.7	left	22.0	4.0	10.0	14.0	12.0	10.0	10.0	2.0	8.0	15.0	328.96	269.15	17.78	42.04	No	Washington Capitals	2
4	2018020003	away	False	REG	Bill Peters	2.33	2.33	0.00	57.6	left	18.0	0.0	0.0	18.0	4.0	4.0	14.0	2.0	22.0	20.0	332.65	245.98	8.89	77.78	No	Calgary Flames	2
5	2018020003	home	True	REG	Travis Green	6.33	0.33	0.00	42.4	left	18.0	2.0	8.0	20.0	6.0	8.0	0.0	6.0	26.0	23.0	317.78	244.44	62.22	11.11	No	Vancouver Canucks	2
6	2018020004	away	True	REG	Randy Carlyle	2.00	1.00	0.67	48.3	right	8.0	2.0	8.0	18.0	10.0	4.0	2.0	4.0	22.0	24.0	326.67	297.87	18.15	10.65	No	Anaheim Ducks	2
7	2018020004	home	False	REG	Peter DeBoer	2.00	1.00	0.00	51.7	right	20.0	2.0	6.0	22.0	12.0	6.0	12.0	2.0	24.0	28.0	330.30	299.07	8.54	22.69	No	Sharks	2
8	2018020005	away	True	REG	Bruce Cassidy	2.00	0.33	0.33	43.3	right	18.0	4.0	0.0	12.0	2.0	8.0	10.0	0.0	20.0	6.0	330.39	309.72	11.78	8.89	No	Bruins	2
9	2018020005	home	False	REG	Phil Housley	1.33	0.67	0.00	56.7	right	12.0	0.0	0.0	10.0	4.0	12.0	10.0	2.0	26.0	7.0	336.94	314.61	7.11	15.22	No	Buffalo Sabres	2

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring